Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 11 |
|---|
Reproduction
| Analysis started | 2020-08-25 00:39:57.303439 |
|---|---|
| Analysis finished | 2020-08-25 00:40:18.049192 |
| Duration | 20.75 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
oz5 is highly correlated with oz3 | High correlation |
oz3 is highly correlated with oz5 | High correlation |
oz1 has unique values | Unique |
oz2 has unique values | Unique |
oz3 has unique values | Unique |
oz4 has unique values | Unique |
oz5 has unique values | Unique |
oz6 has unique values | Unique |
oz7 has unique values | Unique |
oz8 has unique values | Unique |
oz9 has unique values | Unique |
oz10 has unique values | Unique |
target has unique values | Unique |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.18807166069746e-10 |
|---|---|
| Minimum | -2.284515857696533 |
| Maximum | 2.3085923194885254 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.284515858 |
|---|---|
| 5-th percentile | -1.663693786 |
| Q1 | -0.7382829487 |
| median | -0.00907472102 |
| Q3 | 0.80151622 |
| 95-th percentile | 1.605040383 |
| Maximum | 2.308592319 |
| Range | 4.593108177 |
| Interquartile range (IQR) | 1.539799169 |
Descriptive statistics
| Standard deviation | 1.000000002 |
|---|---|
| Coefficient of variation (CV) | -1221288777 |
| Kurtosis | -0.7292158685 |
| Mean | -8.188071661e-10 |
| Median Absolute Deviation (MAD) | 0.7741458118 |
| Skewness | -0.04554015039 |
| Sum | -8.188071661e-07 |
| Variance | 1.000000004 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -2.226556063 | 1 | 0.1% | |
| 1.330644608 | 1 | 0.1% | |
| -0.5397821665 | 1 | 0.1% | |
| -1.345186234 | 1 | 0.1% | |
| 0.9543600678 | 1 | 0.1% | |
| -0.1930854768 | 1 | 0.1% | |
| 0.6849111319 | 1 | 0.1% | |
| 0.9421150684 | 1 | 0.1% | |
| -0.1148344502 | 1 | 0.1% | |
| 1.66156435 | 1 | 0.1% | |
| -0.05583003536 | 1 | 0.1% | |
| 1.669370055 | 1 | 0.1% | |
| -0.5788238049 | 1 | 0.1% | |
| -0.9811655283 | 1 | 0.1% | |
| 0.9270374775 | 1 | 0.1% | |
| 2.005042791 | 1 | 0.1% | |
| 0.7174634933 | 1 | 0.1% | |
| 0.5104541779 | 1 | 0.1% | |
| -2.119932413 | 1 | 0.1% | |
| 0.4476079643 | 1 | 0.1% | |
| -0.02339776047 | 1 | 0.1% | |
| -2.005087614 | 1 | 0.1% | |
| 0.2552229762 | 1 | 0.1% | |
| -1.552138805 | 1 | 0.1% | |
| 0.8840643764 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.284515858 | 1 | 0.1% | |
| -2.226556063 | 1 | 0.1% | |
| -2.190659761 | 1 | 0.1% | |
| -2.180073738 | 1 | 0.1% | |
| -2.179083109 | 1 | 0.1% | |
| -2.147913218 | 1 | 0.1% | |
| -2.128326178 | 1 | 0.1% | |
| -2.119932413 | 1 | 0.1% | |
| -2.114876032 | 1 | 0.1% | |
| -2.112376213 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.308592319 | 1 | 0.1% | |
| 2.28192544 | 1 | 0.1% | |
| 2.258705616 | 1 | 0.1% | |
| 2.254398584 | 1 | 0.1% | |
| 2.156276464 | 1 | 0.1% | |
| 2.143932581 | 1 | 0.1% | |
| 2.1287148 | 1 | 0.1% | |
| 2.123489857 | 1 | 0.1% | |
| 2.108178139 | 1 | 0.1% | |
| 2.104633808 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.6230624169111252e-09 |
|---|---|
| Minimum | -1.7088311910629272 |
| Maximum | 1.7083951234817505 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.708831191 |
|---|---|
| 5-th percentile | -1.539201885 |
| Q1 | -0.8919605762 |
| median | 0.01244333014 |
| Q3 | 0.8712132722 |
| 95-th percentile | 1.528078485 |
| Maximum | 1.708395123 |
| Range | 3.417226315 |
| Interquartile range (IQR) | 1.763173848 |
Descriptive statistics
| Standard deviation | 0.9999999999 |
|---|---|
| Coefficient of variation (CV) | -616119250.6 |
| Kurtosis | -1.252232788 |
| Mean | -1.623062417e-09 |
| Median Absolute Deviation (MAD) | 0.881252408 |
| Skewness | -0.01865601364 |
| Sum | -1.623062417e-06 |
| Variance | 0.9999999998 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.5722646713 | 1 | 0.1% | |
| -0.4758242369 | 1 | 0.1% | |
| 0.03804478422 | 1 | 0.1% | |
| 1.458346963 | 1 | 0.1% | |
| -0.08870502561 | 1 | 0.1% | |
| 1.450527668 | 1 | 0.1% | |
| -1.505209088 | 1 | 0.1% | |
| -1.559893012 | 1 | 0.1% | |
| -0.4610804617 | 1 | 0.1% | |
| -0.1813134849 | 1 | 0.1% | |
| -1.536442995 | 1 | 0.1% | |
| 1.466124535 | 1 | 0.1% | |
| 1.674437642 | 1 | 0.1% | |
| 1.470027685 | 1 | 0.1% | |
| -0.838527143 | 1 | 0.1% | |
| 1.38798666 | 1 | 0.1% | |
| -1.196516156 | 1 | 0.1% | |
| 1.036553741 | 1 | 0.1% | |
| 0.7955505848 | 1 | 0.1% | |
| -0.9294500947 | 1 | 0.1% | |
| -1.584201932 | 1 | 0.1% | |
| 0.8131241202 | 1 | 0.1% | |
| -0.7213234901 | 1 | 0.1% | |
| -1.367150784 | 1 | 0.1% | |
| -1.145766854 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.708831191 | 1 | 0.1% | |
| -1.706373692 | 1 | 0.1% | |
| -1.702348948 | 1 | 0.1% | |
| -1.699457049 | 1 | 0.1% | |
| -1.699216843 | 1 | 0.1% | |
| -1.69352901 | 1 | 0.1% | |
| -1.689067125 | 1 | 0.1% | |
| -1.681383371 | 1 | 0.1% | |
| -1.680457115 | 1 | 0.1% | |
| -1.676699281 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.708395123 | 1 | 0.1% | |
| 1.702771544 | 1 | 0.1% | |
| 1.701661825 | 1 | 0.1% | |
| 1.701500177 | 1 | 0.1% | |
| 1.694004416 | 1 | 0.1% | |
| 1.689469576 | 1 | 0.1% | |
| 1.686889291 | 1 | 0.1% | |
| 1.68437171 | 1 | 0.1% | |
| 1.6807127 | 1 | 0.1% | |
| 1.674622774 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.899257767945528e-09 |
|---|---|
| Minimum | -2.0032403469085693 |
| Maximum | 3.6457266807556152 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.003240347 |
|---|---|
| 5-th percentile | -1.29123863 |
| Q1 | -0.7472878993 |
| median | -0.2168897837 |
| Q3 | 0.5654576123 |
| 95-th percentile | 2.006938982 |
| Maximum | 3.645726681 |
| Range | 5.648967028 |
| Interquartile range (IQR) | 1.312745512 |
Descriptive statistics
| Standard deviation | 0.9999999994 |
|---|---|
| Coefficient of variation (CV) | 526521473.9 |
| Kurtosis | 0.1747327968 |
| Mean | 1.899257768e-09 |
| Median Absolute Deviation (MAD) | 0.60821639 |
| Skewness | 0.8119475537 |
| Sum | 1.899257768e-06 |
| Variance | 0.9999999987 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| -0.04943815246 | 1 | 0.1% | |
| -0.3792159855 | 1 | 0.1% | |
| -0.9088488221 | 1 | 0.1% | |
| 0.8919343352 | 1 | 0.1% | |
| -1.052065492 | 1 | 0.1% | |
| -0.2923106253 | 1 | 0.1% | |
| -0.420304507 | 1 | 0.1% | |
| 0.3981218338 | 1 | 0.1% | |
| 0.2698468566 | 1 | 0.1% | |
| -0.07698284835 | 1 | 0.1% | |
| 2.405300617 | 1 | 0.1% | |
| -1.148139715 | 1 | 0.1% | |
| 0.1583592147 | 1 | 0.1% | |
| 0.2002793998 | 1 | 0.1% | |
| 0.02170907892 | 1 | 0.1% | |
| -0.2815594077 | 1 | 0.1% | |
| -0.1219508424 | 1 | 0.1% | |
| -0.946649313 | 1 | 0.1% | |
| -1.321539879 | 1 | 0.1% | |
| -0.8658472896 | 1 | 0.1% | |
| 0.3969725668 | 1 | 0.1% | |
| 0.859985292 | 1 | 0.1% | |
| 1.540275812 | 1 | 0.1% | |
| 0.7388877869 | 1 | 0.1% | |
| -0.4192475677 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.003240347 | 1 | 0.1% | |
| -1.91326797 | 1 | 0.1% | |
| -1.807189941 | 1 | 0.1% | |
| -1.802022219 | 1 | 0.1% | |
| -1.76066792 | 1 | 0.1% | |
| -1.675922275 | 1 | 0.1% | |
| -1.675817847 | 1 | 0.1% | |
| -1.658379555 | 1 | 0.1% | |
| -1.657915473 | 1 | 0.1% | |
| -1.63338387 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.645726681 | 1 | 0.1% | |
| 3.577056885 | 1 | 0.1% | |
| 2.913934946 | 1 | 0.1% | |
| 2.893136978 | 1 | 0.1% | |
| 2.814119101 | 1 | 0.1% | |
| 2.761746883 | 1 | 0.1% | |
| 2.659184217 | 1 | 0.1% | |
| 2.646316528 | 1 | 0.1% | |
| 2.625072956 | 1 | 0.1% | |
| 2.616896868 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.810281097888946e-10 |
|---|---|
| Minimum | -1.6643346548080444 |
| Maximum | 1.7528222799301147 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.664334655 |
|---|---|
| 5-th percentile | -1.51190573 |
| Q1 | -0.8665590584 |
| median | -0.009994781809 |
| Q3 | 0.8806318194 |
| 95-th percentile | 1.567009461 |
| Maximum | 1.75282228 |
| Range | 3.417156935 |
| Interquartile range (IQR) | 1.747190878 |
Descriptive statistics
| Standard deviation | 0.9999999997 |
|---|---|
| Coefficient of variation (CV) | 2078880588 |
| Kurtosis | -1.246763799 |
| Mean | 4.810281098e-10 |
| Median Absolute Deviation (MAD) | 0.8850972124 |
| Skewness | 0.04279703702 |
| Sum | 4.810281098e-07 |
| Variance | 0.9999999994 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6445307732 | 1 | 0.1% | |
| 1.348923564 | 1 | 0.1% | |
| -0.3343137801 | 1 | 0.1% | |
| -0.4720078707 | 1 | 0.1% | |
| -0.2864608169 | 1 | 0.1% | |
| -1.192710876 | 1 | 0.1% | |
| 1.130208611 | 1 | 0.1% | |
| -0.5416661501 | 1 | 0.1% | |
| 0.1373695731 | 1 | 0.1% | |
| -1.618487954 | 1 | 0.1% | |
| 0.4575909078 | 1 | 0.1% | |
| -0.2386082709 | 1 | 0.1% | |
| -1.25128746 | 1 | 0.1% | |
| 0.7096230388 | 1 | 0.1% | |
| -0.7506353259 | 1 | 0.1% | |
| -1.317672253 | 1 | 0.1% | |
| 0.01820708811 | 1 | 0.1% | |
| -0.09309659153 | 1 | 0.1% | |
| -0.3694554567 | 1 | 0.1% | |
| 0.3108615279 | 1 | 0.1% | |
| -1.567654252 | 1 | 0.1% | |
| 1.696557403 | 1 | 0.1% | |
| -0.7564805746 | 1 | 0.1% | |
| -1.098893166 | 1 | 0.1% | |
| 0.9263724089 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.664334655 | 1 | 0.1% | |
| -1.657811642 | 1 | 0.1% | |
| -1.652103186 | 1 | 0.1% | |
| -1.65048635 | 1 | 0.1% | |
| -1.650382519 | 1 | 0.1% | |
| -1.648978114 | 1 | 0.1% | |
| -1.647040248 | 1 | 0.1% | |
| -1.64476943 | 1 | 0.1% | |
| -1.643992543 | 1 | 0.1% | |
| -1.642937303 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.75282228 | 1 | 0.1% | |
| 1.750755191 | 1 | 0.1% | |
| 1.748144507 | 1 | 0.1% | |
| 1.746650577 | 1 | 0.1% | |
| 1.740393758 | 1 | 0.1% | |
| 1.735988379 | 1 | 0.1% | |
| 1.735260844 | 1 | 0.1% | |
| 1.734956622 | 1 | 0.1% | |
| 1.734927297 | 1 | 0.1% | |
| 1.729811072 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -2.0884908735752106e-10 |
|---|---|
| Minimum | -1.658408522605896 |
| Maximum | 4.400187969207764 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.658408523 |
|---|---|
| 5-th percentile | -1.0152794 |
| Q1 | -0.7016626 |
| median | -0.3280272335 |
| Q3 | 0.4581246376 |
| 95-th percentile | 2.117820382 |
| Maximum | 4.400187969 |
| Range | 6.058596492 |
| Interquartile range (IQR) | 1.159787238 |
Descriptive statistics
| Standard deviation | 0.9999999976 |
|---|---|
| Coefficient of variation (CV) | -4788146361 |
| Kurtosis | 1.905301712 |
| Mean | -2.088490874e-10 |
| Median Absolute Deviation (MAD) | 0.4709094986 |
| Skewness | 1.413000363 |
| Sum | -2.088490874e-07 |
| Variance | 0.9999999952 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2.23436451 | 1 | 0.1% | |
| 0.1018857509 | 1 | 0.1% | |
| -0.6364200115 | 1 | 0.1% | |
| 1.453861952 | 1 | 0.1% | |
| -0.2522786856 | 1 | 0.1% | |
| -0.6334628463 | 1 | 0.1% | |
| -1.118484735 | 1 | 0.1% | |
| -0.7955693007 | 1 | 0.1% | |
| -0.6393173337 | 1 | 0.1% | |
| -0.2786418796 | 1 | 0.1% | |
| -0.7718042731 | 1 | 0.1% | |
| 1.044248939 | 1 | 0.1% | |
| -0.7311073542 | 1 | 0.1% | |
| 1.559867263 | 1 | 0.1% | |
| 0.2205447704 | 1 | 0.1% | |
| -0.5963334441 | 1 | 0.1% | |
| -0.6080181003 | 1 | 0.1% | |
| -0.0315333046 | 1 | 0.1% | |
| -0.5045633316 | 1 | 0.1% | |
| 1.700468779 | 1 | 0.1% | |
| -0.9849989414 | 1 | 0.1% | |
| 0.5315324068 | 1 | 0.1% | |
| -0.7291379571 | 1 | 0.1% | |
| -0.6563197374 | 1 | 0.1% | |
| 0.8869488239 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.658408523 | 1 | 0.1% | |
| -1.522271752 | 1 | 0.1% | |
| -1.411979437 | 1 | 0.1% | |
| -1.409196973 | 1 | 0.1% | |
| -1.395542383 | 1 | 0.1% | |
| -1.370830774 | 1 | 0.1% | |
| -1.358464718 | 1 | 0.1% | |
| -1.339434147 | 1 | 0.1% | |
| -1.320307374 | 1 | 0.1% | |
| -1.292261958 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.400187969 | 1 | 0.1% | |
| 4.236402988 | 1 | 0.1% | |
| 4.17555809 | 1 | 0.1% | |
| 4.118000031 | 1 | 0.1% | |
| 4.031741619 | 1 | 0.1% | |
| 3.715787172 | 1 | 0.1% | |
| 3.643802404 | 1 | 0.1% | |
| 3.430583477 | 1 | 0.1% | |
| 3.407231808 | 1 | 0.1% | |
| 3.312714338 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -5.608890205621719e-10 |
|---|---|
| Minimum | -2.0312960147857666 |
| Maximum | 3.8746063709259033 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.031296015 |
|---|---|
| 5-th percentile | -1.329411221 |
| Q1 | -0.7673729807 |
| median | -0.1580263749 |
| Q3 | 0.5892129242 |
| 95-th percentile | 1.914537007 |
| Maximum | 3.874606371 |
| Range | 5.905902386 |
| Interquartile range (IQR) | 1.356585905 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -1782883894 |
| Kurtosis | 0.1737913041 |
| Mean | -5.608890206e-10 |
| Median Absolute Deviation (MAD) | 0.6567605436 |
| Skewness | 0.7497638725 |
| Sum | -5.608890206e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.964840412 | 1 | 0.1% | |
| 0.1126489118 | 1 | 0.1% | |
| -1.018986464 | 1 | 0.1% | |
| 0.7291703224 | 1 | 0.1% | |
| 0.04313162714 | 1 | 0.1% | |
| -0.8092424273 | 1 | 0.1% | |
| -0.1058856398 | 1 | 0.1% | |
| 0.8420333266 | 1 | 0.1% | |
| 0.4212206602 | 1 | 0.1% | |
| 0.2903602421 | 1 | 0.1% | |
| -0.7369691133 | 1 | 0.1% | |
| 2.027903318 | 1 | 0.1% | |
| 1.223931909 | 1 | 0.1% | |
| 0.09513527155 | 1 | 0.1% | |
| 1.033886433 | 1 | 0.1% | |
| -0.1720332801 | 1 | 0.1% | |
| -0.2130399346 | 1 | 0.1% | |
| -0.4811296463 | 1 | 0.1% | |
| -0.9661689401 | 1 | 0.1% | |
| 1.634064078 | 1 | 0.1% | |
| -0.7799200416 | 1 | 0.1% | |
| -0.8248410821 | 1 | 0.1% | |
| -0.3069505692 | 1 | 0.1% | |
| -0.1656821221 | 1 | 0.1% | |
| -0.9587910771 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.031296015 | 1 | 0.1% | |
| -1.848180652 | 1 | 0.1% | |
| -1.725535154 | 1 | 0.1% | |
| -1.712183475 | 1 | 0.1% | |
| -1.71200943 | 1 | 0.1% | |
| -1.695282102 | 1 | 0.1% | |
| -1.686556458 | 1 | 0.1% | |
| -1.643309951 | 1 | 0.1% | |
| -1.630406857 | 1 | 0.1% | |
| -1.606030345 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.874606371 | 1 | 0.1% | |
| 3.446853399 | 1 | 0.1% | |
| 3.412287474 | 1 | 0.1% | |
| 3.246710539 | 1 | 0.1% | |
| 3.173366308 | 1 | 0.1% | |
| 2.936907053 | 1 | 0.1% | |
| 2.935690403 | 1 | 0.1% | |
| 2.790233135 | 1 | 0.1% | |
| 2.681243896 | 1 | 0.1% | |
| 2.659411669 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.8044374883174896e-11 |
|---|---|
| Minimum | -1.7106292247772217 |
| Maximum | 1.7471965551376345 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.710629225 |
|---|---|
| 5-th percentile | -1.506678379 |
| Q1 | -0.89170672 |
| median | -0.02231267653 |
| Q3 | 0.8640745729 |
| 95-th percentile | 1.5595689 |
| Maximum | 1.747196555 |
| Range | 3.45782578 |
| Interquartile range (IQR) | 1.755781293 |
Descriptive statistics
| Standard deviation | 0.9999999982 |
|---|---|
| Coefficient of variation (CV) | -5.541893275e+10 |
| Kurtosis | -1.247651317 |
| Mean | -1.804437488e-11 |
| Median Absolute Deviation (MAD) | 0.8806081712 |
| Skewness | 0.05048687397 |
| Sum | -1.804437488e-08 |
| Variance | 0.9999999964 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.734380484 | 1 | 0.1% | |
| -1.528692126 | 1 | 0.1% | |
| 1.60295403 | 1 | 0.1% | |
| -0.03017301857 | 1 | 0.1% | |
| -1.695154905 | 1 | 0.1% | |
| 1.157633662 | 1 | 0.1% | |
| 0.162769869 | 1 | 0.1% | |
| -1.673251152 | 1 | 0.1% | |
| -0.6784211397 | 1 | 0.1% | |
| 1.063869476 | 1 | 0.1% | |
| 1.563868165 | 1 | 0.1% | |
| 1.436819911 | 1 | 0.1% | |
| -0.6842710376 | 1 | 0.1% | |
| 1.02989912 | 1 | 0.1% | |
| 1.123703599 | 1 | 0.1% | |
| -1.302121401 | 1 | 0.1% | |
| 0.6861928701 | 1 | 0.1% | |
| -1.227897882 | 1 | 0.1% | |
| -1.473987937 | 1 | 0.1% | |
| -1.196642756 | 1 | 0.1% | |
| 0.7545707822 | 1 | 0.1% | |
| -1.430596352 | 1 | 0.1% | |
| -1.509136796 | 1 | 0.1% | |
| -1.259134173 | 1 | 0.1% | |
| -1.501317859 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.710629225 | 1 | 0.1% | |
| -1.707707644 | 1 | 0.1% | |
| -1.70489037 | 1 | 0.1% | |
| -1.695154905 | 1 | 0.1% | |
| -1.693906903 | 1 | 0.1% | |
| -1.683076143 | 1 | 0.1% | |
| -1.682777762 | 1 | 0.1% | |
| -1.681035757 | 1 | 0.1% | |
| -1.675294042 | 1 | 0.1% | |
| -1.673251152 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.747196555 | 1 | 0.1% | |
| 1.746922612 | 1 | 0.1% | |
| 1.741443753 | 1 | 0.1% | |
| 1.73835218 | 1 | 0.1% | |
| 1.734380484 | 1 | 0.1% | |
| 1.731152654 | 1 | 0.1% | |
| 1.729053974 | 1 | 0.1% | |
| 1.716151237 | 1 | 0.1% | |
| 1.715392351 | 1 | 0.1% | |
| 1.710297704 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.626329660415649e-10 |
|---|---|
| Minimum | -1.7157324552536009 |
| Maximum | 1.699710249900818 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.715732455 |
|---|---|
| 5-th percentile | -1.534369171 |
| Q1 | -0.894780606 |
| median | -0.01758060046 |
| Q3 | 0.8722117692 |
| 95-th percentile | 1.569380957 |
| Maximum | 1.69971025 |
| Range | 3.415442705 |
| Interquartile range (IQR) | 1.766992375 |
Descriptive statistics
| Standard deviation | 0.9999999981 |
|---|---|
| Coefficient of variation (CV) | 3807595113 |
| Kurtosis | -1.211073444 |
| Mean | 2.62632966e-10 |
| Median Absolute Deviation (MAD) | 0.8865709901 |
| Skewness | 0.0147044675 |
| Sum | 2.62632966e-07 |
| Variance | 0.9999999962 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.675942063 | 1 | 0.1% | |
| 1.138005495 | 1 | 0.1% | |
| 0.2447966635 | 1 | 0.1% | |
| 0.1838270426 | 1 | 0.1% | |
| -1.670538664 | 1 | 0.1% | |
| 0.9015954137 | 1 | 0.1% | |
| -1.093950629 | 1 | 0.1% | |
| 0.09871526062 | 1 | 0.1% | |
| -1.212252736 | 1 | 0.1% | |
| 1.280017734 | 1 | 0.1% | |
| 0.2884126604 | 1 | 0.1% | |
| -1.372391701 | 1 | 0.1% | |
| 0.4340108335 | 1 | 0.1% | |
| 1.633921504 | 1 | 0.1% | |
| 1.575505018 | 1 | 0.1% | |
| 0.4221947193 | 1 | 0.1% | |
| -1.040648222 | 1 | 0.1% | |
| 1.598930717 | 1 | 0.1% | |
| -1.501273751 | 1 | 0.1% | |
| -0.6252836585 | 1 | 0.1% | |
| -1.684854269 | 1 | 0.1% | |
| 1.582777143 | 1 | 0.1% | |
| -0.6192893982 | 1 | 0.1% | |
| 0.9044212103 | 1 | 0.1% | |
| -0.650542438 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.715732455 | 1 | 0.1% | |
| -1.713816047 | 1 | 0.1% | |
| -1.710519195 | 1 | 0.1% | |
| -1.709749818 | 1 | 0.1% | |
| -1.70592165 | 1 | 0.1% | |
| -1.703636765 | 1 | 0.1% | |
| -1.703589678 | 1 | 0.1% | |
| -1.70212841 | 1 | 0.1% | |
| -1.70084703 | 1 | 0.1% | |
| -1.696758509 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.69971025 | 1 | 0.1% | |
| 1.693549395 | 1 | 0.1% | |
| 1.69137609 | 1 | 0.1% | |
| 1.687741637 | 1 | 0.1% | |
| 1.686007023 | 1 | 0.1% | |
| 1.685210943 | 1 | 0.1% | |
| 1.684339166 | 1 | 0.1% | |
| 1.683980107 | 1 | 0.1% | |
| 1.682052612 | 1 | 0.1% | |
| 1.68119061 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.0646908776834606e-10 |
|---|---|
| Minimum | -1.7272379398345947 |
| Maximum | 1.730407953262329 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.72723794 |
|---|---|
| 5-th percentile | -1.554014063 |
| Q1 | -0.8804571927 |
| median | -0.002619559877 |
| Q3 | 0.8543565422 |
| 95-th percentile | 1.560678053 |
| Maximum | 1.730407953 |
| Range | 3.457645893 |
| Interquartile range (IQR) | 1.734813735 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | -9392397566 |
| Kurtosis | -1.216113681 |
| Mean | -1.064690878e-10 |
| Median Absolute Deviation (MAD) | 0.8682433367 |
| Skewness | 0.01926516386 |
| Sum | -1.064690878e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.6874974966 | 1 | 0.1% | |
| 1.573824406 | 1 | 0.1% | |
| 0.8450351357 | 1 | 0.1% | |
| 1.497418165 | 1 | 0.1% | |
| 1.617439389 | 1 | 0.1% | |
| -0.3216191828 | 1 | 0.1% | |
| -1.334620595 | 1 | 0.1% | |
| -1.018177986 | 1 | 0.1% | |
| 1.532561541 | 1 | 0.1% | |
| 0.8072952628 | 1 | 0.1% | |
| 1.477867246 | 1 | 0.1% | |
| 0.9568703175 | 1 | 0.1% | |
| 0.8905965686 | 1 | 0.1% | |
| 0.9589420557 | 1 | 0.1% | |
| 1.286449075 | 1 | 0.1% | |
| 0.5818678141 | 1 | 0.1% | |
| 1.420660734 | 1 | 0.1% | |
| 1.259083867 | 1 | 0.1% | |
| -1.274700999 | 1 | 0.1% | |
| -0.7271926403 | 1 | 0.1% | |
| 0.9874724746 | 1 | 0.1% | |
| 0.6410418749 | 1 | 0.1% | |
| -0.2265404463 | 1 | 0.1% | |
| 0.3782407939 | 1 | 0.1% | |
| -1.56516099 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.72723794 | 1 | 0.1% | |
| -1.726121902 | 1 | 0.1% | |
| -1.714900613 | 1 | 0.1% | |
| -1.709673643 | 1 | 0.1% | |
| -1.704203129 | 1 | 0.1% | |
| -1.703807354 | 1 | 0.1% | |
| -1.70226109 | 1 | 0.1% | |
| -1.695327759 | 1 | 0.1% | |
| -1.691881657 | 1 | 0.1% | |
| -1.689787269 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.730407953 | 1 | 0.1% | |
| 1.725843191 | 1 | 0.1% | |
| 1.72344923 | 1 | 0.1% | |
| 1.72046566 | 1 | 0.1% | |
| 1.713707685 | 1 | 0.1% | |
| 1.708541632 | 1 | 0.1% | |
| 1.706247211 | 1 | 0.1% | |
| 1.703958869 | 1 | 0.1% | |
| 1.698030353 | 1 | 0.1% | |
| 1.697796822 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -1.3140961510060833e-09 |
|---|---|
| Minimum | -1.6951889991760254 |
| Maximum | 1.7202317714691162 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -1.695188999 |
|---|---|
| 5-th percentile | -1.559634775 |
| Q1 | -0.8351323158 |
| median | -0.03826792911 |
| Q3 | 0.9106476754 |
| 95-th percentile | 1.542967111 |
| Maximum | 1.720231771 |
| Range | 3.415420771 |
| Interquartile range (IQR) | 1.745779991 |
Descriptive statistics
| Standard deviation | 0.9999999999 |
|---|---|
| Coefficient of variation (CV) | -760979323.4 |
| Kurtosis | -1.210239286 |
| Mean | -1.314096151e-09 |
| Median Absolute Deviation (MAD) | 0.8732705005 |
| Skewness | 0.02424649562 |
| Sum | -1.314096151e-06 |
| Variance | 0.9999999998 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 0.7636711001 | 1 | 0.1% | |
| 1.005182624 | 1 | 0.1% | |
| -1.555335164 | 1 | 0.1% | |
| 1.212252736 | 1 | 0.1% | |
| 1.372404814 | 1 | 0.1% | |
| -0.9733098149 | 1 | 0.1% | |
| -0.7496301532 | 1 | 0.1% | |
| -0.1627602875 | 1 | 0.1% | |
| -0.898208499 | 1 | 0.1% | |
| 0.08091248572 | 1 | 0.1% | |
| -0.9674413204 | 1 | 0.1% | |
| 1.178222775 | 1 | 0.1% | |
| 1.048156977 | 1 | 0.1% | |
| 0.6432186961 | 1 | 0.1% | |
| 0.8756391406 | 1 | 0.1% | |
| -1.389350653 | 1 | 0.1% | |
| -0.3313554227 | 1 | 0.1% | |
| 0.9127442241 | 1 | 0.1% | |
| -1.294230103 | 1 | 0.1% | |
| 0.9342235327 | 1 | 0.1% | |
| 1.243443251 | 1 | 0.1% | |
| 1.083281755 | 1 | 0.1% | |
| -1.059830904 | 1 | 0.1% | |
| 0.2731288671 | 1 | 0.1% | |
| 0.6766517758 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -1.695188999 | 1 | 0.1% | |
| -1.694577575 | 1 | 0.1% | |
| -1.692317009 | 1 | 0.1% | |
| -1.69224906 | 1 | 0.1% | |
| -1.690380812 | 1 | 0.1% | |
| -1.68997705 | 1 | 0.1% | |
| -1.686495185 | 1 | 0.1% | |
| -1.68556881 | 1 | 0.1% | |
| -1.684479237 | 1 | 0.1% | |
| -1.68391943 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1.720231771 | 1 | 0.1% | |
| 1.716884255 | 1 | 0.1% | |
| 1.70547545 | 1 | 0.1% | |
| 1.702465057 | 1 | 0.1% | |
| 1.70073998 | 1 | 0.1% | |
| 1.699148893 | 1 | 0.1% | |
| 1.694499493 | 1 | 0.1% | |
| 1.691460848 | 1 | 0.1% | |
| 1.688311458 | 1 | 0.1% | |
| 1.682927847 | 1 | 0.1% |
| Distinct count | 1000 |
|---|---|
| Unique (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.669441401958466e-10 |
|---|---|
| Minimum | -2.563552141189575 |
| Maximum | 4.102142333984375 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.563552141 |
|---|---|
| 5-th percentile | -1.850279075 |
| Q1 | -0.6148845851 |
| median | 0.1451399848 |
| Q3 | 0.6587753743 |
| 95-th percentile | 1.3758816 |
| Maximum | 4.102142334 |
| Range | 6.665694475 |
| Interquartile range (IQR) | 1.273659959 |
Descriptive statistics
| Standard deviation | 1.000000001 |
|---|---|
| Coefficient of variation (CV) | 1303875926 |
| Kurtosis | 0.2581949736 |
| Mean | 7.669441402e-10 |
| Median Absolute Deviation (MAD) | 0.6040655375 |
| Skewness | -0.1728235441 |
| Sum | 7.669441402e-07 |
| Variance | 1.000000002 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 1.347655535 | 1 | 0.1% | |
| -1.312806129 | 1 | 0.1% | |
| -0.0343459025 | 1 | 0.1% | |
| 0.05827156827 | 1 | 0.1% | |
| 0.29456985 | 1 | 0.1% | |
| 1.239586592 | 1 | 0.1% | |
| -0.3304291964 | 1 | 0.1% | |
| -0.1062887833 | 1 | 0.1% | |
| 1.659749627 | 1 | 0.1% | |
| -1.313894391 | 1 | 0.1% | |
| 0.4886285663 | 1 | 0.1% | |
| 1.227949858 | 1 | 0.1% | |
| -0.3577674925 | 1 | 0.1% | |
| -0.5488396287 | 1 | 0.1% | |
| -0.6198231578 | 1 | 0.1% | |
| 0.9655234218 | 1 | 0.1% | |
| 1.229167342 | 1 | 0.1% | |
| -0.2786450684 | 1 | 0.1% | |
| -1.458384275 | 1 | 0.1% | |
| 0.6647375226 | 1 | 0.1% | |
| -0.8209834695 | 1 | 0.1% | |
| -1.983034492 | 1 | 0.1% | |
| -1.067743301 | 1 | 0.1% | |
| 2.995201826 | 1 | 0.1% | |
| 0.3582747877 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.563552141 | 1 | 0.1% | |
| -2.43300724 | 1 | 0.1% | |
| -2.333552122 | 1 | 0.1% | |
| -2.325393915 | 1 | 0.1% | |
| -2.31219697 | 1 | 0.1% | |
| -2.295628071 | 1 | 0.1% | |
| -2.291904688 | 1 | 0.1% | |
| -2.270444393 | 1 | 0.1% | |
| -2.245504141 | 1 | 0.1% | |
| -2.232069492 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 4.102142334 | 1 | 0.1% | |
| 3.436698914 | 1 | 0.1% | |
| 3.18018198 | 1 | 0.1% | |
| 3.142052889 | 1 | 0.1% | |
| 2.995201826 | 1 | 0.1% | |
| 2.989180088 | 1 | 0.1% | |
| 2.934115171 | 1 | 0.1% | |
| 2.753307819 | 1 | 0.1% | |
| 2.685286999 | 1 | 0.1% | |
| 2.63746357 | 1 | 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.903445 | 1.364080 | -0.314574 | -0.601459 | -0.216106 | 2.004304 | 1.539346 | -0.218686 | -0.004856 | 1.558926 | -1.051093 |
| 1 | -0.403362 | -1.133148 | -0.653747 | -0.762931 | -0.441265 | -0.591847 | -0.166339 | -0.949148 | 0.387953 | -0.823276 | 0.154259 |
| 2 | -0.771931 | -0.766264 | -0.672213 | -0.071760 | -0.659792 | 0.669554 | -0.070793 | 1.521835 | -0.227403 | -1.152195 | 0.597957 |
| 3 | -0.026862 | 0.066554 | -0.596093 | -0.638973 | -0.309948 | 1.908110 | 0.531251 | 0.885571 | 0.497565 | 1.542118 | 0.354699 |
| 4 | 0.542034 | -0.154622 | 0.601288 | 1.031647 | 0.405714 | -0.444295 | -0.426000 | 0.805068 | -1.645485 | -0.202952 | 0.467010 |
| 5 | 0.684895 | 0.889052 | 1.150454 | 0.823318 | 1.007051 | -0.178330 | -0.289499 | 0.546447 | -0.211473 | 1.144251 | -1.313581 |
| 6 | -1.206384 | -1.083423 | -0.509904 | -1.391226 | -0.685518 | 1.128203 | 0.968144 | 0.042604 | 0.705368 | 0.141496 | -0.524030 |
| 7 | 0.568481 | -0.174016 | -0.807298 | -0.886063 | -0.665081 | -0.401443 | -0.452609 | 0.141335 | -0.742963 | -1.007640 | 0.074067 |
| 8 | 1.625373 | 1.226461 | -0.994304 | -1.540964 | -0.584394 | 0.766896 | 1.027615 | 0.470013 | 0.466127 | 0.042073 | -0.010032 |
| 9 | -0.628520 | -0.779437 | 0.221876 | 0.224829 | -0.300175 | -0.668641 | 1.607391 | -1.472267 | -1.594331 | -1.679499 | 0.762208 |
Last rows
| oz1 | oz2 | oz3 | oz4 | oz5 | oz6 | oz7 | oz8 | oz9 | oz10 | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.905495 | 1.086648 | 0.209652 | -1.317672 | 0.265977 | -0.825949 | -0.415831 | -1.116775 | -0.810537 | -0.217980 | -2.054256 |
| 991 | -0.023398 | 0.043550 | -0.152341 | -0.095392 | -0.598324 | -1.712183 | -1.337550 | 0.193309 | -0.528305 | -0.896024 | 0.515064 |
| 992 | 1.317092 | 1.398598 | 0.577272 | -0.266475 | 1.008199 | -0.021628 | -0.691954 | 1.521291 | -0.508906 | 1.688311 | 0.394862 |
| 993 | 1.353125 | 1.557266 | -0.737865 | -1.361454 | -0.353364 | 0.012977 | 0.848598 | 0.936506 | 0.629787 | -1.599688 | 0.252701 |
| 994 | -1.652026 | -1.609342 | -1.298318 | 1.235984 | -0.655891 | -0.131901 | 0.890974 | -0.007749 | -0.754718 | -1.660082 | 0.428960 |
| 995 | -2.020360 | -1.412216 | -1.204068 | 1.675094 | -0.823676 | 0.657238 | 1.075431 | -1.170320 | -0.050250 | 0.270253 | 0.859208 |
| 996 | 1.343491 | 0.914436 | -0.806780 | -1.378847 | -0.986458 | -0.044701 | -0.006829 | 0.343745 | 1.175569 | -0.834112 | -1.806569 |
| 997 | -0.516426 | -0.412374 | -0.633792 | -0.723687 | -0.798811 | 0.558962 | 0.127094 | -0.757338 | -1.274701 | 1.641414 | 0.888657 |
| 998 | -0.222495 | -0.979397 | -0.395702 | 1.217792 | -0.406325 | 1.159453 | 1.731153 | -1.279248 | -0.641586 | 1.017038 | 0.935562 |
| 999 | -0.804155 | -0.541875 | -0.176689 | 0.502820 | -0.156210 | 1.178014 | 0.667661 | 0.080943 | -1.429876 | 0.524874 | 1.097957 |